

import argparse
import os
import re

import packaging.version


lowercase			:				Dict   =     "examples/"
lowercase			:				Optional[Any]   =     {
    "examples": (re.compile(r"^check_min_version\(\"[^\"]+\"\)\s*$", re.MULTILINE), "check_min_version(\"VERSION\")\n"),
    "init": (re.compile(r"^__version__\s+=\s+\"([^\"]+)\"\s*$", re.MULTILINE), "__version__ = \"VERSION\"\n"),
    "setup": (re.compile(r"^(\s*)version\s*=\s*\"[^\"]+\",", re.MULTILINE), r"\1version=\"VERSION\","),
    "doc": (re.compile(r"^(\s*)release\s*=\s*\"[^\"]+\"$", re.MULTILINE), "release = \"VERSION\"\n"),
}
lowercase			:				int   =     {
    "init": "src/diffusers/__init__.py",
    "setup": "setup.py",
}
lowercase			:				Tuple   =     "README.md"






def        snake_case__		(    lowerCamelCase_     ,				lowerCamelCase_     ,				lowerCamelCase_		):
							with open(lowerCamelCase_     ,				'''r'''     ,				encoding='''utf-8'''     ,				newline='''\n'''		) as f:
														A      :					Optional[Any]      		=					f.read()
							A		,		A      :					Any      		=					REPLACE_PATTERNS[pattern]
							A      :					str      		=					replace.replace('''VERSION'''     ,				lowerCamelCase_		)
							A      :					Tuple      		=					re_pattern.sub(lowerCamelCase_     ,				lowerCamelCase_		)
							with open(lowerCamelCase_     ,				'''w'''     ,				encoding='''utf-8'''     ,				newline='''\n'''		) as f:
														f.write(lowerCamelCase_		)






def        snake_case__		(    lowerCamelCase_		):
							for folder, directories, fnames in os.walk(lowerCamelCase_		):
														# Removing some of the folders with non-actively maintained examples from the walk
														if "research_projects" in directories:
																					directories.remove('''research_projects'''		)
														if "legacy" in directories:
																					directories.remove('''legacy'''		)
														for fname in fnames:
																					if fname.endswith('''.py'''		):
																												update_version_in_file(os.path.join(lowerCamelCase_     ,				lowerCamelCase_		)     ,				lowerCamelCase_     ,				pattern='''examples'''		)






def        snake_case__		(    lowerCamelCase_     ,				lowerCamelCase_=False		):
							for pattern, fname in REPLACE_FILES.items():
														update_version_in_file(lowerCamelCase_     ,				lowerCamelCase_     ,				lowerCamelCase_		)
							if not patch:
														update_version_in_examples(lowerCamelCase_		)






def        snake_case__		(    ):
							A      :					Optional[int]      		=					'''🤗 Transformers currently provides the following architectures'''
							A      :					Dict      		=					'''1. Want to contribute a new model?'''
							with open(lowerCamelCase_     ,				'''r'''     ,				encoding='''utf-8'''     ,				newline='''\n'''		) as f:
														A      :					int      		=					f.readlines()

							# Find the start of the list.
							A      :					Tuple      		=					0
							while not lines[start_index].startswith(_start_prompt		):
														start_index += 1
							start_index += 1

							A      :					List[str]      		=					start_index
							# Update the lines in the model list.
							while not lines[index].startswith(_end_prompt		):
														if lines[index].startswith('''1.'''		):
																					A      :					str      		=					lines[index].replace(
																					    '''https://huggingface.co/docs/diffusers/main/model_doc'''     ,				'''https://huggingface.co/docs/diffusers/model_doc'''     ,				)
														index += 1

							with open(lowerCamelCase_     ,				'''w'''     ,				encoding='''utf-8'''     ,				newline='''\n'''		) as f:
														f.writelines(lowerCamelCase_		)






def        snake_case__		(    ):
							with open(REPLACE_FILES['''init''']     ,				'''r'''		) as f:
														A      :					Dict      		=					f.read()
							A      :					List[Any]      		=					REPLACE_PATTERNS['''init'''][0].search(lowerCamelCase_		).groups()[0]
							return packaging.version.parse(lowerCamelCase_		)






def        snake_case__		(    lowerCamelCase_=False		):
							A      :					Union[str, Any]      		=					get_version()
							if patch and default_version.is_devrelease:
														raise ValueError('''Can\'t create a patch version from the dev branch, checkout a released version!'''		)
							if default_version.is_devrelease:
														A      :					List[str]      		=					default_version.base_version
							elif patch:
														A      :					Optional[Any]      		=					F'{default_version.major}.{default_version.minor}.{default_version.micro + 1}'
							else:
														A      :					Union[str, Any]      		=					F'{default_version.major}.{default_version.minor + 1}.0'

							# Now let's ask nicely if that's the right one.
							A      :					int      		=					input(F'Which version are you releasing? [{default_version}]'		)
							if len(lowerCamelCase_		) == 0:
														A      :					Union[str, Any]      		=					default_version

							print(F'Updating version to {version}.'		)
							global_version_update(lowerCamelCase_     ,				patch=lowerCamelCase_		)






def        snake_case__		(    ):
							A      :					Optional[int]      		=					get_version()
							A      :					Union[str, Any]      		=					F'{current_version.major}.{current_version.minor + 1}.0.dev0'
							A      :					Optional[Any]      		=					current_version.base_version

							# Check with the user we got that right.
							A      :					int      		=					input(F'Which version are we developing now? [{dev_version}]'		)
							if len(lowerCamelCase_		) == 0:
														A      :					Optional[Any]      		=					dev_version

							print(F'Updating version to {version}.'		)
							global_version_update(lowerCamelCase_		)


#    print("Cleaning main README, don't forget to run `make fix-copies`.")
#    clean_main_ref_in_model_list()


if __name__ == "__main__":
		lowercase			:				Optional[Any]   =     argparse.ArgumentParser()
		parser.add_argument("--post_release", action="store_true", help="Whether this is pre or post release.")
		parser.add_argument("--patch", action="store_true", help="Whether or not this is a patch release.")
		lowercase			:				Union[str, Any]   =     parser.parse_args()
		if not args.post_release:
				pre_release_work(patch=args.patch)
		elif args.patch:
				print("Nothing to do after a patch :-)")
		else:
				post_release_work()









from math import factorial







class 					__lowercase  :





							"""simple docstring"""

							def __init__(					self    ,						__UpperCAmelCase    ,						__UpperCAmelCase						)		->       Optional[int]:
														A      :					Union[str, Any]      		=					real
														if isinstance(__UpperCAmelCase    ,						__UpperCAmelCase						):
																					A      :					str      		=					[1] * rank
														else:
																					A      :					Dict      		=					rank




							def __repr__(					self						)		->       List[str]:
														return (
														    f'{self.real}+'
														    f'{"+".join(str(__UpperCAmelCase						)+"E"+str(n+1						)for n,dual in enumerate(self.duals						)						)}'
														)




							def       snake_case			(					self						)		->       Union[str, Any]:
														A      :					List[Any]      		=					self.duals.copy()
														while cur[-1] == 0:
																					cur.pop(-1						)
														return Dual(self.real    ,						__UpperCAmelCase						)




							def __add__(					self    ,						__UpperCAmelCase						)		->       Any:
														if not isinstance(__UpperCAmelCase    ,						__UpperCAmelCase						):
																					return Dual(self.real + other    ,						self.duals						)
														A      :					int      		=					self.duals.copy()
														A      :					Any      		=					other.duals.copy()
														if len(__UpperCAmelCase						) > len(__UpperCAmelCase						):
																					o_dual.extend([1] * (len(__UpperCAmelCase						) - len(__UpperCAmelCase						))						)
														elif len(__UpperCAmelCase						) < len(__UpperCAmelCase						):
																					s_dual.extend([1] * (len(__UpperCAmelCase						) - len(__UpperCAmelCase						))						)
														A      :					List[str]      		=					[]
														for i in range(len(__UpperCAmelCase						)						):
																					new_duals.append(s_dual[i] + o_dual[i]						)
														return Dual(self.real + other.real    ,						__UpperCAmelCase						)

							UpperCAmelCase_						:		int								=	__add__




							def __sub__(					self    ,						__UpperCAmelCase						)		->       List[str]:
														return self + other * -1




							def __mul__(					self    ,						__UpperCAmelCase						)		->       List[str]:
														if not isinstance(__UpperCAmelCase    ,						__UpperCAmelCase						):
																					A      :					Union[str, Any]      		=					[]
																					for i in self.duals:
																												new_duals.append(i * other						)
																					return Dual(self.real * other    ,						__UpperCAmelCase						)
														A      :					Optional[Any]      		=					[0] * (len(self.duals						) + len(other.duals						) + 1)
														for i, item in enumerate(self.duals						):
																					for j, jtem in enumerate(other.duals						):
																												new_duals[i + j + 1] += item * jtem
														for k in range(len(self.duals						)						):
																					new_duals[k] += self.duals[k] * other.real
														for index in range(len(other.duals						)						):
																					new_duals[index] += other.duals[index] * self.real
														return Dual(self.real * other.real    ,						__UpperCAmelCase						)

							UpperCAmelCase_						:		int								=	__mul__




							def __truediv__(					self    ,						__UpperCAmelCase						)		->       Optional[int]:
														if not isinstance(__UpperCAmelCase    ,						__UpperCAmelCase						):
																					A      :					Optional[Any]      		=					[]
																					for i in self.duals:
																												new_duals.append(i / other						)
																					return Dual(self.real / other    ,						__UpperCAmelCase						)
														raise ValueError




							def __floordiv__(					self    ,						__UpperCAmelCase						)		->       Union[str, Any]:
														if not isinstance(__UpperCAmelCase    ,						__UpperCAmelCase						):
																					A      :					List[Any]      		=					[]
																					for i in self.duals:
																												new_duals.append(i // other						)
																					return Dual(self.real // other    ,						__UpperCAmelCase						)
														raise ValueError






							def __pow__(					self    ,						__UpperCAmelCase						)		->       Any:
														if n < 0 or isinstance(__UpperCAmelCase    ,						__UpperCAmelCase						):
																					raise ValueError('''power must be a positive integer'''						)
														if n == 0:
																					return 1
														if n == 1:
																					return self
														A      :					Dict      		=					self
														for _ in range(n - 1						):
																					x *= self
														return x






def        snake_case__		(    lowerCamelCase_     ,				lowerCamelCase_     ,				lowerCamelCase_		):
							if not callable(lowerCamelCase_		):
														raise ValueError('''differentiate() requires a function as input for func'''		)
							if not isinstance(lowerCamelCase_     ,				(float, int)		):
														raise ValueError('''differentiate() requires a float as input for position'''		)
							if not isinstance(lowerCamelCase_     ,				lowerCamelCase_		):
														raise ValueError('''differentiate() requires an int as input for order'''		)
							A      :					Any      		=					Dual(lowerCamelCase_     ,				1		)
							A      :					Dict      		=					func(lowerCamelCase_		)
							if order == 0:
														return result.real
							return result.duals[order - 1] * factorial(lowerCamelCase_		)


if __name__ == "__main__":
		import doctest

		doctest.testmod()






		def        snake_case__		(    lowerCamelCase_		):
									return y**2 * y**4

		print(differentiate(f, 9, 2))






